Aligning Script Events with Narrative Texts

Simon Ostermann, Michael Roth, Stefan Thater, Manfred Pinkal · 2017

Script knowledge plays a central role in text understanding and is relevant for a variety of downstream tasks.In this paper, we consider two recent datasets which provide a rich and general representation of script events in terms of paraphrase sets.We introduce the task of mapping event mentions in narrative texts to such script event types, and present a model for this task that exploits rich linguistic representations as well as information on temporal ordering.The results of our experiments demonstrate that this complex task is indeed feasible.

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